vehicle

Dataset statistics

Number of variables	19
Number of observations	846
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	125.7 KiB
Average record size in memory	152.2 B

Variable types

NUM	18
CAT	1

Reproduction

Analysis started	2020-08-25 02:01:08.214295
Analysis finished	2020-08-25 02:02:01.372932
Duration	53.16 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`SCATTER RATIO` is highly correlated with `DISTANCE CIRCULARITY` and 4 other fields	High correlation
`DISTANCE CIRCULARITY` is highly correlated with `SCATTER RATIO` and 1 other fields	High correlation
`ELONGATEDNESS` is highly correlated with `DISTANCE CIRCULARITY` and 4 other fields	High correlation
`PR AXISRECTANGULAR` is highly correlated with `SCATTER RATIO` and 3 other fields	High correlation
`LENGTHRECTANGULAR` is highly correlated with `CIRCULARITY`	High correlation
`CIRCULARITY` is highly correlated with `LENGTHRECTANGULAR` and 1 other fields	High correlation
`MAJORVARIANCE` is highly correlated with `SCATTER RATIO` and 3 other fields	High correlation
`MINORVARIANCE` is highly correlated with `SCATTER RATIO` and 3 other fields	High correlation
`GYRATIONRADIUS` is highly correlated with `CIRCULARITY`	High correlation
`MINORSKEWNESS` has 77 (9.1%) zeros	Zeros
`MINORKURTOSIS` has 30 (3.5%) zeros	Zeros

COMPACTNESS
Real number (ℝ_≥0)

Distinct count	44
Unique (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	93.67848699763593
Minimum	73.0
Maximum	119.0
Zeros	0
Zeros (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	73
5-th percentile	82
Q1	87
median	93
Q3	100
95-th percentile	108
Maximum	119
Range	46
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	8.234474253
Coefficient of variation (CV)	0.08790144373
Kurtosis	-0.5352753539
Mean	93.678487
Median Absolute Deviation (MAD)	6
Skewness	0.3812706326
Sum	79252
Variance	67.80656623

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
89	60	7.1%
86	48	5.7%
93	45	5.3%
85	45	5.3%
90	42	5.0%
91	39	4.6%
94	35	4.1%
88	34	4.0%
96	30	3.5%
97	30	3.5%
98	30	3.5%
87	28	3.3%
95	27	3.2%
104	27	3.2%
100	26	3.1%
92	25	3.0%
101	23	2.7%
84	20	2.4%
82	19	2.2%
107	19	2.2%
106	19	2.2%
103	18	2.1%
99	17	2.0%
102	17	2.0%
83	17	2.0%
Other values (19)	106	12.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
73	1	0.1%
76	1	0.1%
77	2	0.2%
78	4	0.5%
79	5	0.6%
80	12	1.4%
81	13	1.5%
82	19	2.2%
83	17	2.0%
84	20	2.4%

Value	Count	Frequency (%)
119	1	0.1%
117	1	0.1%
116	1	0.1%
115	3	0.4%
114	1	0.1%
113	3	0.4%
112	2	0.2%
111	4	0.5%
110	7	0.8%
109	14	1.7%

CIRCULARITY
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	27
Unique (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	44.861702127659576
Minimum	33.0
Maximum	59.0
Zeros	0
Zeros (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	33
5-th percentile	36
Q1	40
median	44
Q3	49
95-th percentile	55
Maximum	59
Range	26
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	6.169865606
Coefficient of variation (CV)	0.1375307961
Kurtosis	-0.9249887105
Mean	44.86170213
Median Absolute Deviation (MAD)	5
Skewness	0.2627987787
Sum	37953
Variance	38.0672416

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
43	60	7.1%
45	58	6.9%
44	50	5.9%
46	48	5.7%
42	48	5.7%
38	47	5.6%
37	42	5.0%
39	42	5.0%
40	42	5.0%
36	41	4.8%
54	39	4.6%
47	36	4.3%
41	35	4.1%
55	33	3.9%
48	31	3.7%
53	31	3.7%
51	29	3.4%
49	28	3.3%
52	28	3.3%
50	16	1.9%
35	16	1.9%
56	15	1.8%
57	14	1.7%
34	9	1.1%
58	5	0.6%
Other values (2)	3	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
33	2	0.2%
34	9	1.1%
35	16	1.9%
36	41	4.8%
37	42	5.0%
38	47	5.6%
39	42	5.0%
40	42	5.0%
41	35	4.1%
42	48	5.7%

Value	Count	Frequency (%)
59	1	0.1%
58	5	0.6%
57	14	1.7%
56	15	1.8%
55	33	3.9%
54	39	4.6%
53	31	3.7%
52	28	3.3%
51	29	3.4%
50	16	1.9%

DISTANCE CIRCULARITY
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	63
Unique (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	82.08865248226951
Minimum	40.0
Maximum	112.0
Zeros	0
Zeros (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	40
5-th percentile	58
Q1	70
median	80
Q3	98
95-th percentile	107
Maximum	112
Range	72
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	15.7715327
Coefficient of variation (CV)	0.1921280497
Kurtosis	-0.9784712963
Mean	82.08865248
Median Absolute Deviation (MAD)	12
Skewness	0.1072205856
Sum	69447
Variance	248.7412439

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
66	46	5.4%
70	41	4.8%
68	29	3.4%
103	28	3.3%
101	27	3.2%
85	27	3.2%
105	26	3.1%
77	25	3.0%
98	25	3.0%
72	25	3.0%
100	24	2.8%
75	24	2.8%
76	23	2.7%
78	22	2.6%
104	21	2.5%
73	20	2.4%
71	19	2.2%
96	19	2.2%
83	19	2.2%
88	18	2.1%
108	17	2.0%
80	17	2.0%
69	16	1.9%
74	16	1.9%
84	16	1.9%
Other values (38)	256	30.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
40	1	0.1%
42	1	0.1%
44	1	0.1%
47	1	0.1%
49	1	0.1%
50	2	0.2%
51	6	0.7%
52	2	0.2%
53	9	1.1%
54	5	0.6%

Value	Count	Frequency (%)
112	1	0.1%
110	4	0.5%
109	15	1.8%
108	17	2.0%
107	13	1.5%
106	12	1.4%
105	26	3.1%
104	21	2.5%
103	28	3.3%
102	6	0.7%

RADIUS RATIO
Real number (ℝ_≥0)

Distinct count	134
Unique (%)	15.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	168.94089834515367
Minimum	104.0
Maximum	333.0
Zeros	0
Zeros (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	104
5-th percentile	120
Q1	141
median	167
Q3	195
95-th percentile	222
Maximum	333
Range	229
Interquartile range (IQR)	54

Descriptive statistics

Standard deviation	33.47218301
Coefficient of variation (CV)	0.1981295432
Kurtosis	0.3018252546
Mean	168.9408983
Median Absolute Deviation (MAD)	27
Skewness	0.3907064648
Sum	142924
Variance	1120.387035

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
197	18	2.1%
162	15	1.8%
125	13	1.5%
169	13	1.5%
139	12	1.4%
150	12	1.4%
186	12	1.4%
130	12	1.4%
136	12	1.4%
199	12	1.4%
133	11	1.3%
201	11	1.3%
141	11	1.3%
191	11	1.3%
209	11	1.3%
194	11	1.3%
123	10	1.2%
160	10	1.2%
140	10	1.2%
203	10	1.2%
183	10	1.2%
154	10	1.2%
158	9	1.1%
172	9	1.1%
164	9	1.1%
Other values (109)	562	66.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
104	1	0.1%
105	1	0.1%
109	1	0.1%
110	3	0.4%
111	4	0.5%
112	1	0.1%
113	4	0.5%
114	4	0.5%
115	4	0.5%
116	7	0.8%

Value	Count	Frequency (%)
333	1	0.1%
322	1	0.1%
306	1	0.1%
252	1	0.1%
250	1	0.1%
246	2	0.2%
238	1	0.1%
235	1	0.1%
234	2	0.2%
232	1	0.1%

PR AXIS ASPECT RATIO
Real number (ℝ_≥0)

Distinct count	37
Unique (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	61.69385342789598
Minimum	47.0
Maximum	138.0
Zeros	0
Zeros (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	47
5-th percentile	53
Q1	57
median	61
Q3	65
95-th percentile	71
Maximum	138
Range	91
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	7.888251172
Coefficient of variation (CV)	0.1278612169
Kurtosis	29.83624029
Mean	61.69385343
Median Absolute Deviation (MAD)	4
Skewness	3.821560116
Sum	52193
Variance	62.22450655

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
64	69	8.2%
59	64	7.6%
62	58	6.9%
56	57	6.7%
60	46	5.4%
63	45	5.3%
57	44	5.2%
58	43	5.1%
61	42	5.0%
54	38	4.5%
65	38	4.5%
55	37	4.4%
66	37	4.4%
68	34	4.0%
67	29	3.4%
53	27	3.2%
69	26	3.1%
70	18	2.1%
71	15	1.8%
52	14	1.7%
51	11	1.3%
72	10	1.2%
74	9	1.1%
73	7	0.8%
50	5	0.6%
Other values (12)	23	2.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
47	2	0.2%
48	4	0.5%
49	3	0.4%
50	5	0.6%
51	11	1.3%
52	14	1.7%
53	27	3.2%
54	38	4.5%
55	37	4.4%
56	57	6.7%

Value	Count	Frequency (%)
138	1	0.1%
133	1	0.1%
126	2	0.2%
105	1	0.1%
103	1	0.1%
102	1	0.1%
97	1	0.1%
76	1	0.1%
75	5	0.6%
74	9	1.1%

MAX LENGTH ASPECT RATIO
Real number (ℝ_≥0)

Distinct count	21
Unique (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.567375886524824
Minimum	2.0
Maximum	55.0
Zeros	0
Zeros (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	2
5-th percentile	5
Q1	7
median	8
Q3	10
95-th percentile	12
Maximum	55
Range	53
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.601216661
Coefficient of variation (CV)	0.5370625407
Kurtosis	58.37545547
Mean	8.567375887
Median Absolute Deviation (MAD)	2
Skewness	6.778393619
Sum	7248
Variance	21.17119476

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	168	19.9%
6	132	15.6%
8	113	13.4%
10	112	13.2%
11	108	12.8%
9	94	11.1%
5	51	6.0%
12	30	3.5%
4	18	2.1%
3	4	0.5%
13	3	0.4%
22	2	0.2%
52	2	0.2%
49	2	0.2%
55	1	0.1%
48	1	0.1%
43	1	0.1%
19	1	0.1%
2	1	0.1%
46	1	0.1%
25	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	0.1%
3	4	0.5%
4	18	2.1%
5	51	6.0%
6	132	15.6%
7	168	19.9%
8	113	13.4%
9	94	11.1%
10	112	13.2%
11	108	12.8%

Value	Count	Frequency (%)
55	1	0.1%
52	2	0.2%
49	2	0.2%
48	1	0.1%
46	1	0.1%
43	1	0.1%
25	1	0.1%
22	2	0.2%
19	1	0.1%
13	3	0.4%

SCATTER RATIO
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	131
Unique (%)	15.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	168.83924349881798
Minimum	112.0
Maximum	265.0
Zeros	0
Zeros (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	112
5-th percentile	125
Q1	146.25
median	157
Q3	198
95-th percentile	222
Maximum	265
Range	153
Interquartile range (IQR)	51.75

Descriptive statistics

Standard deviation	33.24497804
Coefficient of variation (CV)	0.196903145
Kurtosis	-0.61586789
Mean	168.8392435
Median Absolute Deviation (MAD)	20
Skewness	0.6057790031
Sum	142838
Variance	1105.228565

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
150	35	4.1%
149	29	3.4%
151	29	3.4%
157	21	2.5%
152	19	2.2%
148	18	2.1%
153	17	2.0%
155	16	1.9%
147	14	1.7%
154	14	1.7%
161	13	1.5%
156	13	1.5%
146	13	1.5%
142	12	1.4%
133	12	1.4%
220	11	1.3%
140	11	1.3%
135	11	1.3%
159	11	1.3%
218	11	1.3%
160	11	1.3%
219	10	1.2%
222	10	1.2%
214	10	1.2%
208	10	1.2%
Other values (106)	465	55.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
112	1	0.1%
114	4	0.5%
115	2	0.2%
116	4	0.5%
117	2	0.2%
118	5	0.6%
119	6	0.7%
120	3	0.4%
121	1	0.1%
122	8	0.9%

Value	Count	Frequency (%)
265	1	0.1%
262	1	0.1%
261	1	0.1%
260	1	0.1%
257	3	0.4%
256	1	0.1%
255	1	0.1%
252	1	0.1%
251	1	0.1%
250	2	0.2%

ELONGATEDNESS
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	35
Unique (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	40.9338061465721
Minimum	26.0
Maximum	61.0
Zeros	0
Zeros (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	26
5-th percentile	30
Q1	33
median	43
Q3	46
95-th percentile	54
Maximum	61
Range	35
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	7.81155972
Coefficient of variation (CV)	0.1908339452
Kurtosis	-0.8640680986
Mean	40.93380615
Median Absolute Deviation (MAD)	6
Skewness	0.04784505627
Sum	34630
Variance	61.02046526

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
31	73	8.6%
45	73	8.6%
44	72	8.5%
43	60	7.1%
46	59	7.0%
30	50	5.9%
32	44	5.2%
33	28	3.3%
42	27	3.2%
35	25	3.0%
50	25	3.0%
41	23	2.7%
48	23	2.7%
34	21	2.5%
52	20	2.4%
36	19	2.2%
40	19	2.2%
39	18	2.1%
51	18	2.1%
37	18	2.1%
38	18	2.1%
49	16	1.9%
47	14	1.7%
57	12	1.4%
54	10	1.2%
Other values (10)	61	7.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
26	10	1.2%
27	7	0.8%
28	7	0.8%
29	2	0.2%
30	50	5.9%
31	73	8.6%
32	44	5.2%
33	28	3.3%
34	21	2.5%
35	25	3.0%

Value	Count	Frequency (%)
61	1	0.1%
59	4	0.5%
58	4	0.5%
57	12	1.4%
56	6	0.7%
55	10	1.2%
54	10	1.2%
53	10	1.2%
52	20	2.4%
51	18	2.1%

PR AXISRECTANGULAR
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	13
Unique (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20.58274231678487
Minimum	17.0
Maximum	29.0
Zeros	0
Zeros (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	17
5-th percentile	17.25
Q1	19
median	20
Q3	23
95-th percentile	25
Maximum	29
Range	12
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.592138328
Coefficient of variation (CV)	0.125937462
Kurtosis	-0.393060044
Mean	20.58274232
Median Absolute Deviation (MAD)	2
Skewness	0.7706844559
Sum	17413
Variance	6.71918111

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
19	239	28.3%
18	129	15.2%
20	116	13.7%
24	90	10.6%
25	58	6.9%
23	52	6.1%
22	48	5.7%
21	47	5.6%
17	43	5.1%
26	9	1.1%
28	9	1.1%
27	5	0.6%
29	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
17	43	5.1%
18	129	15.2%
19	239	28.3%
20	116	13.7%
21	47	5.6%
22	48	5.7%
23	52	6.1%
24	90	10.6%
25	58	6.9%
26	9	1.1%

Value	Count	Frequency (%)
29	1	0.1%
28	9	1.1%
27	5	0.6%
26	9	1.1%
25	58	6.9%
24	90	10.6%
23	52	6.1%
22	48	5.7%
21	47	5.6%
20	116	13.7%

LENGTHRECTANGULAR
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	66
Unique (%)	7.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	147.99881796690306
Minimum	118.0
Maximum	188.0
Zeros	0
Zeros (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	118
5-th percentile	126.25
Q1	137
median	146
Q3	159
95-th percentile	173
Maximum	188
Range	70
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	14.51565157
Coefficient of variation (CV)	0.09807951018
Kurtosis	-0.7700982384
Mean	147.998818
Median Absolute Deviation (MAD)	11
Skewness	0.2563591641
Sum	125207
Variance	210.7041406

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
144	37	4.4%
145	37	4.4%
143	33	3.9%
147	27	3.2%
146	26	3.1%
134	24	2.8%
148	23	2.7%
131	22	2.6%
141	21	2.5%
162	19	2.2%
158	19	2.2%
142	19	2.2%
139	19	2.2%
156	18	2.1%
128	18	2.1%
163	17	2.0%
127	17	2.0%
149	17	2.0%
135	16	1.9%
161	16	1.9%
132	15	1.8%
150	15	1.8%
138	15	1.8%
133	14	1.7%
137	13	1.5%
Other values (41)	329	38.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
118	2	0.2%
119	2	0.2%
120	1	0.1%
121	2	0.2%
122	3	0.4%
123	3	0.4%
124	8	0.9%
125	12	1.4%
126	10	1.2%
127	17	2.0%

Value	Count	Frequency (%)
188	1	0.1%
186	1	0.1%
182	2	0.2%
180	2	0.2%
179	1	0.1%
178	5	0.6%
177	6	0.7%
176	3	0.4%
175	8	0.9%
174	7	0.8%

MAJORVARIANCE
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	128
Unique (%)	15.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	188.62529550827423
Minimum	130.0
Maximum	320.0
Zeros	0
Zeros (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	130
5-th percentile	144
Q1	167
median	178.5
Q3	217
95-th percentile	234
Maximum	320
Range	190
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	31.39483655
Coefficient of variation (CV)	0.1664402246
Kurtosis	0.1182733993
Mean	188.6252955
Median Absolute Deviation (MAD)	19.5
Skewness	0.651813865
Sum	159577
Variance	985.6357617

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
170	34	4.0%
169	29	3.4%
173	25	3.0%
175	20	2.4%
168	18	2.1%
171	17	2.0%
172	17	2.0%
174	17	2.0%
166	16	1.9%
226	16	1.9%
167	15	1.8%
223	14	1.7%
228	14	1.7%
184	14	1.7%
229	13	1.5%
189	13	1.5%
164	13	1.5%
219	13	1.5%
214	13	1.5%
179	13	1.5%
202	12	1.4%
176	12	1.4%
232	11	1.3%
177	11	1.3%
180	11	1.3%
Other values (103)	445	52.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
130	1	0.1%
131	1	0.1%
132	1	0.1%
134	1	0.1%
135	6	0.7%
136	2	0.2%
137	6	0.7%
138	3	0.4%
139	4	0.5%
140	4	0.5%

Value	Count	Frequency (%)
320	1	0.1%
288	1	0.1%
287	1	0.1%
285	3	0.4%
280	3	0.4%
278	1	0.1%
275	2	0.2%
272	2	0.2%
269	2	0.2%
267	2	0.2%

MINORVARIANCE
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	424
Unique (%)	50.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	439.9113475177305
Minimum	184.0
Maximum	1018.0
Zeros	0
Zeros (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	184
5-th percentile	229
Q1	318.25
median	364
Q3	587
95-th percentile	728
Maximum	1018
Range	834
Interquartile range (IQR)	268.75

Descriptive statistics

Standard deviation	176.6926136
Coefficient of variation (CV)	0.4016550485
Kurtosis	-0.2158537567
Mean	439.9113475
Median Absolute Deviation (MAD)	94.5
Skewness	0.8358368316
Sum	372165
Variance	31220.27971

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
327	8	0.9%
330	8	0.9%
333	8	0.9%
325	7	0.8%
331	7	0.8%
367	7	0.8%
332	7	0.8%
354	7	0.8%
322	7	0.8%
341	7	0.8%
326	6	0.7%
351	6	0.7%
373	6	0.7%
321	6	0.7%
317	6	0.7%
323	6	0.7%
334	6	0.7%
349	6	0.7%
347	5	0.6%
335	5	0.6%
362	5	0.6%
340	5	0.6%
312	5	0.6%
371	5	0.6%
259	5	0.6%
Other values (399)	690	81.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
184	1	0.1%
191	1	0.1%
192	1	0.1%
193	1	0.1%
194	1	0.1%
195	1	0.1%
196	2	0.2%
197	1	0.1%
200	1	0.1%
203	2	0.2%

Value	Count	Frequency (%)
1018	1	0.1%
998	1	0.1%
987	1	0.1%
982	1	0.1%
968	1	0.1%
966	1	0.1%
957	1	0.1%
956	1	0.1%
954	1	0.1%
928	2	0.2%

GYRATIONRADIUS
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	143
Unique (%)	16.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	174.70330969267138
Minimum	109.0
Maximum	268.0
Zeros	0
Zeros (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	109
5-th percentile	125
Q1	149
median	173
Q3	198
95-th percentile	228.75
Maximum	268
Range	159
Interquartile range (IQR)	49

Descriptive statistics

Standard deviation	32.54648984
Coefficient of variation (CV)	0.1862957828
Kurtosis	-0.4902489876
Mean	174.7033097
Median Absolute Deviation (MAD)	24.5
Skewness	0.2802305409
Sum	147799
Variance	1059.274001

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
186	24	2.8%
171	20	2.4%
176	19	2.2%
172	16	1.9%
174	16	1.9%
214	15	1.8%
173	15	1.8%
185	15	1.8%
218	13	1.5%
139	13	1.5%
177	13	1.5%
127	12	1.4%
157	12	1.4%
145	12	1.4%
178	12	1.4%
158	11	1.3%
144	11	1.3%
162	10	1.2%
137	10	1.2%
159	10	1.2%
184	10	1.2%
151	10	1.2%
216	10	1.2%
200	9	1.1%
187	9	1.1%
Other values (118)	519	61.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
109	1	0.1%
112	3	0.4%
113	1	0.1%
114	1	0.1%
115	2	0.2%
116	2	0.2%
117	3	0.4%
118	2	0.2%
119	4	0.5%
120	2	0.2%

Value	Count	Frequency (%)
268	1	0.1%
264	1	0.1%
262	1	0.1%
261	3	0.4%
260	1	0.1%
257	1	0.1%
255	1	0.1%
253	1	0.1%
250	2	0.2%
249	1	0.1%

MAJORSKEWNESS
Real number (ℝ_≥0)

Distinct count	39
Unique (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	72.46217494089835
Minimum	59.0
Maximum	135.0
Zeros	0
Zeros (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	59
5-th percentile	63
Q1	67
median	71.5
Q3	75
95-th percentile	85
Maximum	135
Range	76
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	7.486974061
Coefficient of variation (CV)	0.1033225137
Kurtosis	11.37280051
Mean	72.46217494
Median Absolute Deviation (MAD)	4.5
Skewness	2.072583136
Sum	61303
Variance	56.05478059

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
72	75	8.9%
71	68	8.0%
74	53	6.3%
67	53	6.3%
70	52	6.1%
73	46	5.4%
69	45	5.3%
68	40	4.7%
66	40	4.7%
75	38	4.5%
64	38	4.5%
65	31	3.7%
76	25	3.0%
63	24	2.8%
85	24	2.8%
77	20	2.4%
81	19	2.2%
62	18	2.1%
82	18	2.1%
80	18	2.1%
78	17	2.0%
83	14	1.7%
86	12	1.4%
61	11	1.3%
79	11	1.3%
Other values (14)	36	4.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
59	1	0.1%
60	2	0.2%
61	11	1.3%
62	18	2.1%
63	24	2.8%
64	38	4.5%
65	31	3.7%
66	40	4.7%
67	53	6.3%
68	40	4.7%

Value	Count	Frequency (%)
135	1	0.1%
127	1	0.1%
119	1	0.1%
118	1	0.1%
99	1	0.1%
97	1	0.1%
91	1	0.1%
90	2	0.2%
89	1	0.1%
88	5	0.6%

MINORSKEWNESS
Real number (ℝ_≥0)

ZEROS

Distinct count	23
Unique (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.377068557919622
Minimum	0.0
Maximum	22.0
Zeros	77
Zeros (%)	9.1%
Memory size	6.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	6
Q3	9
95-th percentile	16
Maximum	22
Range	22
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.918352917
Coefficient of variation (CV)	0.7712560831
Kurtosis	0.08834803124
Mean	6.377068558
Median Absolute Deviation (MAD)	4
Skewness	0.7737919046
Sum	5395
Variance	24.19019542

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	81	9.6%
0	77	9.1%
5	71	8.4%
4	70	8.3%
6	67	7.9%
2	63	7.4%
7	61	7.2%
3	57	6.7%
8	47	5.6%
9	46	5.4%
10	36	4.3%
11	32	3.8%
12	30	3.5%
13	26	3.1%
15	19	2.2%
14	18	2.1%
16	12	1.4%
17	11	1.3%
18	6	0.7%
21	5	0.6%
19	4	0.5%
22	4	0.5%
20	3	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	77	9.1%
1	81	9.6%
2	63	7.4%
3	57	6.7%
4	70	8.3%
5	71	8.4%
6	67	7.9%
7	61	7.2%
8	47	5.6%
9	46	5.4%

Value	Count	Frequency (%)
22	4	0.5%
21	5	0.6%
20	3	0.4%
19	4	0.5%
18	6	0.7%
17	11	1.3%
16	12	1.4%
15	19	2.2%
14	18	2.1%
13	26	3.1%

MINORKURTOSIS
Real number (ℝ_≥0)

ZEROS

Distinct count	41
Unique (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.599290780141844
Minimum	0.0
Maximum	41.0
Zeros	30
Zeros (%)	3.5%
Memory size	6.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	11
Q3	19
95-th percentile	29
Maximum	41
Range	41
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	8.931240269
Coefficient of variation (CV)	0.7088684931
Kurtosis	-0.1409573298
Mean	12.59929078
Median Absolute Deviation (MAD)	6
Skewness	0.689325441
Sum	10659
Variance	79.76705275

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
11	46	5.4%
7	44	5.2%
4	41	4.8%
9	40	4.7%
1	38	4.5%
14	38	4.5%
2	37	4.4%
6	37	4.4%
5	36	4.3%
3	32	3.8%
8	32	3.8%
16	31	3.7%
0	30	3.5%
10	30	3.5%
13	30	3.5%
21	29	3.4%
12	28	3.3%
15	23	2.7%
20	22	2.6%
17	20	2.4%
19	20	2.4%
22	20	2.4%
23	19	2.2%
18	17	2.0%
24	13	1.5%
Other values (16)	93	11.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	30	3.5%
1	38	4.5%
2	37	4.4%
3	32	3.8%
4	41	4.8%
5	36	4.3%
6	37	4.4%
7	44	5.2%
8	32	3.8%
9	40	4.7%

Value	Count	Frequency (%)
41	1	0.1%
40	1	0.1%
39	1	0.1%
38	6	0.7%
36	3	0.4%
35	4	0.5%
34	1	0.1%
33	5	0.6%
32	6	0.7%
31	5	0.6%

MAJORKURTOSIS
Real number (ℝ_≥0)

Distinct count	30
Unique (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	188.93262411347519
Minimum	176.0
Maximum	206.0
Zeros	0
Zeros (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	176
5-th percentile	179.25
Q1	184
median	188
Q3	193
95-th percentile	200
Maximum	206
Range	30
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	6.163949358
Coefficient of variation (CV)	0.03262511907
Kurtosis	-0.5940889244
Mean	188.9326241
Median Absolute Deviation (MAD)	4
Skewness	0.2485407957
Sum	159837
Variance	37.99427169

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
188	62	7.3%
189	60	7.1%
187	60	7.1%
186	53	6.3%
192	47	5.6%
190	42	5.0%
191	41	4.8%
183	39	4.6%
180	39	4.6%
181	36	4.3%
193	35	4.1%
185	34	4.0%
195	33	3.9%
184	32	3.8%
179	31	3.7%
194	26	3.1%
182	26	3.1%
196	25	3.0%
197	24	2.8%
198	20	2.4%
199	19	2.2%
201	17	2.0%
200	15	1.8%
202	8	0.9%
203	7	0.8%
Other values (5)	15	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
176	3	0.4%
177	5	0.6%
178	4	0.5%
179	31	3.7%
180	39	4.6%
181	36	4.3%
182	26	3.1%
183	39	4.6%
184	32	3.8%
185	34	4.0%

Value	Count	Frequency (%)
206	1	0.1%
204	2	0.2%
203	7	0.8%
202	8	0.9%
201	17	2.0%
200	15	1.8%
199	19	2.2%
198	20	2.4%
197	24	2.8%
196	25	3.0%

HOLLOWS RATIO
Real number (ℝ_≥0)

Distinct count	31
Unique (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	195.63238770685578
Minimum	181.0
Maximum	211.0
Zeros	0
Zeros (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	181
5-th percentile	183
Q1	190.25
median	197
Q3	201
95-th percentile	207
Maximum	211
Range	30
Interquartile range (IQR)	10.75

Descriptive statistics

Standard deviation	7.438797429
Coefficient of variation (CV)	0.03802436558
Kurtosis	-0.8134350379
Mean	195.6323877
Median Absolute Deviation (MAD)	5
Skewness	-0.2263412803
Sum	165505
Variance	55.33570719

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
198	53	6.3%
197	51	6.0%
199	51	6.0%
196	51	6.0%
201	46	5.4%
195	43	5.1%
183	40	4.7%
200	38	4.5%
184	38	4.5%
202	35	4.1%
194	33	3.9%
193	30	3.5%
203	29	3.4%
191	28	3.3%
204	27	3.2%
185	26	3.1%
182	25	3.0%
205	24	2.8%
206	23	2.7%
192	21	2.5%
187	19	2.2%
189	16	1.9%
186	16	1.9%
190	15	1.8%
188	15	1.8%
Other values (6)	53	6.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
181	2	0.2%
182	25	3.0%
183	40	4.7%
184	38	4.5%
185	26	3.1%
186	16	1.9%
187	19	2.2%
188	15	1.8%
189	16	1.9%
190	15	1.8%

Value	Count	Frequency (%)
211	4	0.5%
210	8	0.9%
209	12	1.4%
208	15	1.8%
207	12	1.4%
206	23	2.7%
205	24	2.8%
204	27	3.2%
203	29	3.4%
202	35	4.1%

target
Categorical

Distinct count	4
Unique (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	6.7 KiB

3	218
2	217
1	212
4	199

Value	Count	Frequency (%)
3	218	25.8%
2	217	25.7%
1	212	25.1%
4	199	23.5%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
3	218	25.8%
2	217	25.7%
1	212	25.1%
4	199	23.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	846	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
3	218	25.8%
2	217	25.7%
1	212	25.1%
4	199	23.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	846	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
3	218	25.8%
2	217	25.7%
1	212	25.1%
4	199	23.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	846	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
3	218	25.8%
2	217	25.7%
1	212	25.1%
4	199	23.5%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	COMPACTNESS	CIRCULARITY	DISTANCE CIRCULARITY	RADIUS RATIO	PR AXIS ASPECT RATIO	MAX LENGTH ASPECT RATIO	SCATTER RATIO	ELONGATEDNESS	PR AXISRECTANGULAR	LENGTHRECTANGULAR	MAJORVARIANCE	MINORVARIANCE	GYRATIONRADIUS	MAJORSKEWNESS	MINORSKEWNESS	MINORKURTOSIS	MAJORKURTOSIS	HOLLOWS RATIO	target
0	95.0	43.0	96.0	202.0	65.0	10.0	189.0	35.0	22.0	143.0	217.0	534.0	166.0	71.0	6.0	27.0	190.0	197.0	1
1	96.0	52.0	104.0	222.0	67.0	9.0	198.0	33.0	23.0	163.0	217.0	589.0	226.0	67.0	12.0	20.0	192.0	201.0	1
2	107.0	52.0	101.0	218.0	64.0	11.0	202.0	33.0	23.0	164.0	219.0	610.0	192.0	65.0	17.0	2.0	197.0	206.0	1
3	97.0	37.0	78.0	181.0	62.0	8.0	161.0	41.0	20.0	131.0	182.0	389.0	117.0	62.0	2.0	28.0	203.0	211.0	1
4	96.0	54.0	104.0	175.0	58.0	10.0	215.0	31.0	24.0	175.0	221.0	682.0	222.0	75.0	13.0	23.0	186.0	194.0	1
5	97.0	55.0	103.0	197.0	63.0	11.0	215.0	31.0	24.0	172.0	219.0	677.0	219.0	75.0	5.0	24.0	185.0	194.0	1
6	105.0	54.0	105.0	213.0	67.0	10.0	200.0	33.0	23.0	163.0	214.0	597.0	214.0	68.0	10.0	20.0	190.0	198.0	1
7	105.0	52.0	107.0	207.0	60.0	11.0	218.0	31.0	24.0	167.0	221.0	701.0	197.0	66.0	0.0	20.0	191.0	203.0	1
8	89.0	41.0	75.0	143.0	56.0	7.0	146.0	46.0	19.0	137.0	170.0	317.0	156.0	76.0	18.0	5.0	184.0	188.0	1
9	86.0	41.0	66.0	129.0	55.0	7.0	135.0	50.0	18.0	136.0	154.0	266.0	165.0	74.0	3.0	4.0	180.0	187.0	1

Last rows

	COMPACTNESS	CIRCULARITY	DISTANCE CIRCULARITY	RADIUS RATIO	PR AXIS ASPECT RATIO	MAX LENGTH ASPECT RATIO	SCATTER RATIO	ELONGATEDNESS	PR AXISRECTANGULAR	LENGTHRECTANGULAR	MAJORVARIANCE	MINORVARIANCE	GYRATIONRADIUS	MAJORSKEWNESS	MINORSKEWNESS	MINORKURTOSIS	MAJORKURTOSIS	HOLLOWS RATIO	target
836	91.0	41.0	84.0	141.0	57.0	9.0	149.0	45.0	19.0	143.0	170.0	330.0	158.0	72.0	9.0	14.0	189.0	199.0	4
837	90.0	48.0	85.0	157.0	64.0	11.0	161.0	43.0	20.0	167.0	175.0	375.0	186.0	74.0	3.0	16.0	185.0	195.0	4
838	85.0	35.0	64.0	129.0	57.0	6.0	116.0	57.0	17.0	125.0	138.0	200.0	123.0	65.0	1.0	23.0	196.0	203.0	4
839	89.0	47.0	84.0	133.0	55.0	11.0	157.0	44.0	20.0	160.0	169.0	354.0	176.0	74.0	5.0	9.0	182.0	192.0	4
840	91.0	42.0	66.0	142.0	58.0	9.0	134.0	50.0	18.0	142.0	163.0	268.0	164.0	69.0	6.0	5.0	191.0	197.0	4
841	88.0	40.0	55.0	114.0	53.0	7.0	132.0	53.0	18.0	139.0	142.0	249.0	158.0	87.0	0.0	7.0	176.0	183.0	4
842	86.0	39.0	62.0	129.0	59.0	6.0	116.0	57.0	17.0	135.0	137.0	203.0	145.0	64.0	7.0	9.0	199.0	204.0	4
843	94.0	47.0	85.0	333.0	138.0	49.0	155.0	43.0	19.0	155.0	320.0	354.0	187.0	135.0	12.0	9.0	188.0	196.0	4
844	86.0	40.0	66.0	139.0	59.0	7.0	122.0	54.0	17.0	139.0	145.0	225.0	143.0	63.0	7.0	11.0	202.0	208.0	4
845	92.0	38.0	60.0	130.0	62.0	5.0	114.0	58.0	17.0	132.0	135.0	194.0	137.0	72.0	14.0	5.0	190.0	194.0	4

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows